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Yuxing Peng

5 accepted papers

2025

GenMol: A Drug Discovery Generalist with Discrete Diffusion

ICML 2025poster

Drug discovery is a complex process that involves multiple stages and tasks. However, existing molecular generative models can only tackle some of these tasks. We present *Generalist Molecular generative model* (GenMol), a versatile framework that uses only a *single* discrete diffusion model to han…

Cited by 3SourcePDFScholar
2023

Deep Graph-Based Spatial Consistency for Robust Non-Rigid Point Cloud Registration

CVPR 2023poster

We study the problem of outlier correspondence pruning for non-rigid point cloud registration. In rigid registration, spatial consistency has been a commonly used criterion to discriminate outliers from inliers. It measures the compatibility of two correspondences by the discrepancy between the resp…

2022

Geometric Transformer for Fast and Robust Point Cloud Registration

CVPR 2022oral

We study the problem of extracting accurate correspondences for point cloud registration. Recent keypoint-free methods bypass the detection of repeatable keypoints which is difficult in low-overlap scenarios, showing great potential in registration. They seek correspondences over downsampled superpo…

Cited by 454PDFcodeScholar
2022

Unsupervised Voice-Face Representation Learning by Cross-Modal Prototype Contrast

IJCAI 2022poster

We present an approach to learn voice-face representations from the talking face videos, without any identity labels. Previous works employ cross-modal instance discrimination tasks to establish the correlation of voice and face. These methods neglect the semantic content of different videos, introd…

2019

ThunderNet: Towards Real-Time Generic Object Detection on Mobile Devices

ICCV 2019poster

Real-time generic object detection on mobile platforms is a crucial but challenging computer vision task. Prior lightweight CNN-based detectors are inclined to use one-stage pipeline. In this paper, we investigate the effectiveness of two-stage detectors in real-time generic detection and propose a…

Cited by 287PDFScholar